Development of a Distributed Energy Router Control System Based on a Neural Network

E. Sosnina, Nikita V. Shumskii, Pavel A. Shramko
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引用次数: 1

Abstract

The article describes the implementation of the “Energy Internet” concept at the 6–20 kV medium-voltage level. Energy router is a basic power flow control device in a distribution electric network (DEN). A decentralized energy router control system based on an artificial neural network has been proposed. The paper demonstrates the stages of its training and testing. A DEN model with an energy router has been created. The parameter dataset of the DEN model has been obtained by calculation. The data have been filtered and optimized on the developed algorithm. The generated dataset was used for training and testing the control system in a computer DEN model. The article shows the efficiency of using an energy router controlled by the developed algorithm.
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基于神经网络的分布式能量路由器控制系统的开发
本文介绍了“能源互联网”概念在6 - 20kv中压级的实施情况。能量路由器是配电网中最基本的潮流控制装置。提出了一种基于人工神经网络的分散能量路由器控制系统。论述了该系统的训练和测试阶段。建立了一个带能量路由器的DEN模型。通过计算得到了DEN模型的参数数据集。利用所开发的算法对数据进行了过滤和优化。生成的数据集用于在计算机DEN模型中训练和测试控制系统。文中给出了利用该算法控制能量路由器的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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